Particles disappear if I modify any parameters
Every time you change parameters for particles, the cache for the simulation needs to be updated (re-cached).

For Blender 2.79

Press Alt+A to run the simulation again.

In Blender 2.8

Move to the first frame of the timeline (or the first frame of the simulation) and press the space bar